{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `violin` summary plot\n",
    "\n",
    "This notebook is designed to demonstrate (and so document) how to use the `shap.plots.violin` function. \n",
    "\n",
    "It uses an XGBoost model trained on the toy diabetes dataset provided by the scikit-learn library (source URL: https://www4.stat.ncsu.edu/~boos/var.select/diabetes.html).\n",
    "\n",
    "see for more info : https://scikit-learn.org/stable/datasets/toy_dataset.html#diabetes-dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import xgboost\n",
    "\n",
    "import shap\n",
    "\n",
    "# train xgboost model on diabetes data:\n",
    "X, y = shap.datasets.diabetes()\n",
    "bst = xgboost.train({\"learning_rate\": 0.01}, xgboost.DMatrix(X, label=y), 100)\n",
    "\n",
    "# explain the model's prediction using SHAP values\n",
    "shap_values = shap.TreeExplainer(bst).shap_values(X)\n",
    "\n",
    "type(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A simple violin summary plot\n",
    "\n",
    "The violin summary plot offers a compact representation of the distribution and variability of SHAP values for each feature. Individual violin plots are stacked by importance of the particular feature on model output (sum of the absolute values of the SHAP values per feature). \n",
    "\n",
    "Violin plots use \"violin-shaped\" figures to display the distribution and density of SHAP values for their respective feature. The violins can therefore provide insights into the range, variability, skewness, symmetry, and multimodality of the SHAP value distribution for a specific feature.\n",
    "\n",
    "The overall violin summary plot allow for comparisons in feature importance. Wider violins indicate higher density and more frequent values, thus providing insights into the relative importance of each feature with regard to the model output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.violin(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 10 features available in the diabetes dataset.\n",
    "\n",
    "By default the maximum number of features shown by `shap.plots.violin` is 20. \n",
    "\n",
    "The number of features displayed by the violin summary plot can be adjusted with the `max_display` parameter :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x270 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.violin(shap_values, max_display=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, the color for the standard violin summary plot is blue, but can be changed using the `color` parameter :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.violin(shap_values, color=\"red\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Providing the feature names as a list can help visualization and interpretation of the summary plot :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat_names = list(X.columns)\n",
    "shap.plots.violin(shap_values, feature_names=feat_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The layered Violin Summary Plot\n",
    "\n",
    "There are currently two supported violin plot types: 'violin' and 'layered_violin'. You can control this via the `plot_type` parameter. \n",
    "\n",
    "The layered violin summary plot is identical to the violin one, except that outliers are not drawn as scatter points and it provides insights on the impact on the output of feature values (high/low) in the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us take the diabetes example :\n",
    "\n",
    "We want to plot a layered violin summary plot based on our data (X) and the computed shap_values for our case.\n",
    "\n",
    "We pass as parameters:\n",
    "- our `shap_values` : shap_values\n",
    "- our `features` : X\n",
    "- the `feature_names` : feat_names (for readability)\n",
    "- and the `plot_type` of interest : \"layered_violin\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.violin(shap_values, features=X, feature_names=feat_names, plot_type=\"layered_violin\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see in this case, similarly to the standard violin, that `s5` is the most important variable, and generally it causes either a large positive or negative change in the prediction. \n",
    "\n",
    "However, we can now also get get a sense of the direction of the impact from the data. Red represents large values of a variable, and blue represents small ones, for the considered feature.\n",
    "\n",
    "Therefore, it becomes visible that large values of `s5` for instance increase the prediction, and vice versa. We can also see that other features (like `s6`) are pretty evenly split, which indicates that while overall they’re still important, their interaction is dependent on other variables. (After all, the whole point of a tree model like xgboost is to capture these interactions, so we can’t expect to see everything in a single dimension!)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Size\n",
    "\n",
    "Finally, using the `plot_size` parameter, you can control the size of the summary plot. By default the size is auto-scaled based on the number of features that are being displayed. \n",
    "\n",
    "Passing a single float will cause each row to be that many inches high. \n",
    "\n",
    "Passing a pair of floats will scale the plot by that number of inches. \n",
    "\n",
    "If None is passed then the size of the current figure will be left\n",
    "unchanged.                                                             "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# auto-scaled:\n",
    "shap.plots.violin(shap_values, feature_names=feat_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nVX8N3zZ4nhNUrX1BPq8R5J5x0lPm+bvyBPsS5ItTccqB8OLFiykvL2fy5MmAfhHd/fffj91u9wtYjxw5wu23387o0aMZNWoUW7duZdWqVQQFBbF//35sNhvTp0+npKSE1157jTlz5rB69WoMBhnQQjSeo1bFIbP/j6rTpf+Yesqq/yD6Pfb9gXX/CHt+YO3u9Z57m3tbfYpi5Tddsa3aze7Ug99m8HsrmiFrJVgrNSAaFBzKheP/tclfYnPjUlX/T07eqeznwP9tVJ/Cufpj315zg+Z/r1V7XOc69AteNZ91Gv7b+fbYG3zKPAeB1cv8X9vnoLF6W7xt17xlhmrrvZ9BLZ/D8dZV3Ws1tvd9XvUzD4Za6jZUX+d+H/rBTNM7WDnlQLi4uJg333yTyMhIACZPnsyUKVNYsGABo0ePJjQ0FIBDhw7x+OOPc8kll3i3u+6663jttdcYMWIE6enp3qO4mJgYnnrqKbZu3cqFF154uu+twRQWFhIREeFN2bBYLCiliIqKAsBut2M2m0lISPA+Jzc3l3bt2tW5nJeXR3JysvezkDoat46PfylkQ36st5fJarOjGYJxYqDSBTZHJQ4XuLQgb4+TrdKFSwvyBsG2ShdODD69TAolUxcLIUSDcLnPFjga/ELawAX53qASRZBBcwedCk25CA4yeNejXAQHaQQbNHdQ7cIAGIMN3uejnIQYg72Bq9NhJywkxBvYOuwVRISFeoNYh62C8LBQ7/pKuw2TMRiTMYggDVyVDgwahJqMGDRQyoXTYSMiPMwbsJdZzMRER2HQYGAy9AnJC/jv+YmcciA8efJkbxAMEBkZyaRJk/jPf/7D9u3bGTZsGABt2rTxBsEe559/Prt37+bqq6/2O5Vx/vnnA/D777836UA4Pj7eb9n3cwAwmUx+OwmosVOqL7dt21bqaEJ1TB2QwFS/kjD8BXEqnO7Trb69wnanz81n2ebTO+y5eVIhvPdORYU7BaLCJx1Cvym9h889dFhZZdUQYkKcjiDNkxqh3zxpEb6nzIO9p6xr9l755rtW55sn61LgoirAcSlwKuVNjfCkI/imRlS6ak9b8JyVcUkndoOpnmJhqpYWUX29J+WitjSN4NqWfVIhgjX0oM+n3Dcn+kS9wtV7Lf2XtRo9up48bG9etk+ZVse2vuXVe4l9l6u3o6qeM91xUn2WyOohYMQJlsOrLVf/HQyqpY6YasuB/z0/kVMOhFNSUmqUeXJ7Dx8+7C1r3759je08kX2HDh38yqOjowEoKSk51WYJ0aQFGTTCDDXD6to1TO+xSynKHGCxg8V9b7aDxaG8Y/CW2vWL40o8F8rZodg9Vq/ngjmzvUGaJxpIlKnqornYEP2iudgQvGMex4RoRJkgLMjJls8/IVRzMHn85USHBdfIETY245EplFLHzQ/2TWOqKld+29WWDuUbgFddJKf88ph9x6t2+QT6vsG/7z1U/Reo7WI5z32tp7G9wZ/mF1R6gkhPLrAxqFqAWkdecG15wP55xJKjK5qnBh814ni5vnWtU7VdMiuEOCMMmh7wRJmqr6nfj1ile5g0z3BgBeX6yBEFFfqQacd8h09zD5NWWCE9cmdCeDA1hk5Lco9LnBheNUZxQqg+gkRcqN57djIcDiflX2cDMLAtGI0tK7jRNM3bg12PZzVUc4QQjeyUA+GsrKwaZQcOHABq9vQKIVqeYIM7APOeLTtxsOBSisJyah1LuLYxhgsq9J65ls4UhN/EGp4g13dijTbhGm3C9McRJgnMhBDiTDjlQHj16tV+ecIWi4U1a9YQFRXFgAEDzlgDhRAth0Fz91iGQ68EOJngucSm3D3Leq9zoc/4xZ7xjItsUOxO5fCkdpjtgbhopooGRJr0NINokz6dsmd65Tj32L3x7nF9E0IhMVwjMUwPgKNDJLAVQojGcMqBcGxsLNOnT/cOlbZu3Try8vL45z//6R0xQgghTldMiEZMCJwVC/U9RW13Ku+YyVb3eMqeiw09Q9VVVsvd9GRueC54CXaPX2oyeC4K07xj6YYFQ4RRv4UbJUdSCCGam1MOhO+44w527drF22+/TWFhIZ07d2bevHmMGTPmTLZPCCFOmSlIzweNq/XYXIJWIYRo7TQlV6YJIYRwczgcLFu2DIC0tDSMxurDIQkhRMsh07cJIYQQQohWSQJhIYQQQgjRKjX4OMJCCCGaB7Nd8esx+MHRkTIVgutHCA5yERasj0fcIVKjawxEyvBtQogWokFzhNetW8fcuXN54YUXGDhwYENVI4QQop5KbYqtuYpvcmBbnmLXUcUh88k9t1MU9EvS6N8GBrbV+ENbjXaREhwLIZof6REWQohWIL9M8dVhxZeHFF8cUnx/VB8y7lRkmyHbrHh/P3gGnOsYBX9oqzEgWeP8JOibpNEpWoJjIUTTJoGwEEK0MKU2xXdHYUe+IjNPsSVHsb+kYes8ZIZDZsW7e6ui65gQ6BEH3eM1zo6BrjEaXaKhc7RGh0gICZZAWQjRuCQQFkKIZsKlFFaHPnNeUQUcsSryyvQe2qwSxW/FsLtQkX2SKQ4NrcQGmXmQmecJjv27oPW8Y2gXodE2ApLDITlCI9lnWumkcEgM08eEFkKIMy0ggbDT6WTJkiWsW7eOgoICunTpQlpaGpdddpl3m/Hjx9OuXTtmz57NwoUL+emnnzAajYwYMYJZs2YRHx8fiKYKIUStlNJnqbM4wOKewtni0C8wq3rsLrf7b2uthPJKsDoUFU59dju7Eypd+s3lM6udN2R0L7vcM9/ZXfpzWpKCcv32/VHfALn2fI1oE97pqRPCNOJDIT5UnywlLlRfjgmB2BB9NsLYEIgy6WUSRAsh6hKQQHjx4sWUl5czefJkQL+I7v7778dut3unaAY4cuQIt912G6NGjeKPf/wju3fvJiMjg19++YUVK1bI1M1CnCa7U1Fqcwdc7njDE3a4VNW93829bV3lvmGLhj4tse8t2KCP0+iZqjhI02+e9UHu9Zp7WXM/9qWq1euZEtnhqgombe4A01YJFU4or1Tu4FMPRD1TLXuCVLvT5znOqqmXPc/zPNc7RXNlQ+0VcTJK7frtQAnUDJaPn+xsCtKD4igjRJo802JrhAfrU2N7pssODdYD7pgQjSgTpETD6BQZZVSIliwggXBxcTFvvvkmkZGRAEyePJkpU6awYMECRo8e7Q1wDx06xOzZs7n22mu9zz3rrLNYsGABb775JjfccEMgmntChYWFREREEBISAoDFYkEpRVRUFAB2ux2z2UxCQoL3Obm5ubRr167O5by8PJKTk9HcEYDUIXU0RB2WkiKimsj7iD/NOiIjIggJ86nDoIiKP7n34VKKg4fzSEhq6w2Cs/OOEhmbiM1poLwS8gtLcQWH4sBImQMKLDY9gNZMWOxQanNRZK3Erpm8vcIl5U6sriAsdj1IFw0vwqj3DMeYFJHBTpIijcSG6AGtwVFG+/hIok16IOwoK6JTmzgiTXoQbC05Sue2iYQbNUKDwFpaRGSk/9+u2dz8vudSh9QhdVQtn0hAhk/7v//7vxpB7LJly/jPf/7DokWLGDZsGOPHj6e0tJRPPvnEb0pPu93O6NGjSUlJ4dVXX22opgohxBlldyos9qreZKtD72WucCpslXqqg8Op92w7VVXvum8vu6cnvFLpPdgV7p7tUruiqAKOlkOuRXHIAvllJ+oXbfpMQfjlB7dx5wcnhWkkuh8nuNMgEsL0tAhJexBCnI6A9AinpKTUKOvatSsAhw8f9pZ16NChxrz2JpOJDh06+G0nhBBNnSlIIz4M4sOqr2mYwK2iUrGvWL9Y7sdj8N1RxY58xcHSBqmu3qJN0DUGukRrdIqCjlH6yBHtfS6Wiw+ToFYIEVgyaoQQQrQAocEavROhd6LGpO5V5fll+sQZX+fo4whvy2vYi+4SwuD8JI2+SdAnUaNnvEb3OEgMlyBXCNH0BCQQzsrKqlF24MABQO8F9jh8+DAOh6NGasThw4dr7VUWQghxfMkRGhO6aUzopi9XVCoyc+HLw4rNhxVbcvU0i1MRZYIByRqD2uqTafyhrUaXGAl4hRDNR0AC4dWrVzN58mTvxXIWi4U1a9YQFRXFgAEDvNuVlZXx9ttv+10s9/bbb1NWVsbIkSMD0VQhhGjRQoM1UjtBaic9YFVKT6n47qjip2PwW5GTb/fkYFEhRMQmoKERbtSHLOsQCWfFaPRK0GeO6xaL9yIXIYRojgISCMfGxjJ9+nTvUGnr1q0jLy+Pf/7zn35DonXs2JGXXnqJffv20atXL3755RcyMjJISUlhypQpgWiqEEK0Kpqm0S0OusXpKRUOh5NlhzcAkHZ9GkajZNAJIVqugPyHu+OOO9i1axdvv/02hYWFdO7cmXnz5jFmzBi/7dq0acPjjz/OwoUL2bBhA0ajkTFjxnDnnXcSFlbjihMhhBBCCCFOWYMOn1YfnpnlXnzxxcZuihBCtFoOh4Nly5YBkJaWVmMkHyGEaElkyhwhhBBCCNEqSSAshBBCCCFaJbkKQgghxEn74ajif78rvs1X/FqoOGrVp6gON0LbCOgep3F+G42h7TX6t4Egg4wqIYRouppMIHzppZeyc+dORo8ejcViIT4+nnPOOYfrrruOgQMHNnbzhBCi1dqep3j9Fxer9yh+N9e93b5i2HxY4ZnsOSYERnXWGJOicXlXjU7REhQLIZqWJnOx3M0330xKSgqdO3cmKiqKgoICPvzwQw4cOMDcuXMZN25cYzdRCCFaPM/FckddUTjPm8wbv2rsLjwzr907AS5L0RidojGig0aESQJjIUTjajKBcG2sVisTJ04kJiaGt99+u7GbI4QQLZbDqfg2Hz7cV8mr2wr43ZXYoPUFG+CCNjC0g8bgdhoDkmWCDiFE4AUkNcJms7F8+XI2bNhAfn4+RqOR5ORkhg4dyqxZs+p8Xnh4ODExMZSWlgaimUIIETBmu+KYFY6Vw9FyxbFyKCiHwgpFYQWU2sFsB6sDbE6FU4FSYNDAFKQRGgQRRog0QbRJT0OICdGICdGXI40QYdQIDQZTEGiAS0GFU6/7qBUOmWFfieLHY4pdR6C8EvQtGzYIBqh0QWYeZOZVpVJEGOHcBOgZr9E9TuPsWEiJ0egUBe0iJN9YCHHmBSQQnj9/PhkZGYwbN46pU6fidDrJzs5m27ZtNbYtLi7G5XJx7Ngx3n33XQ4cOMCECRMC0UwhhPByOBUOF9id4HDhfey52Zx6UFlRqSiv1IPIMgdY7GBx6MFmqR1KbPqtyKYoqtCD3YIK/TVOXV0n8prsCb6TUuaAbXmwzSc49jBokBwO7SIhOVwjKQwSw/Spn+NCIS4UYt0HA1HuA4RIo34RX2gwGKSnWQhRi4CkRowaNYo+ffrw7LPPHnc7q9VKamqqdzkkJISxY8cye/bsJjWzXGFhIREREYSEhABgsVhQShEVFQWA3W7HbDaTkJDgfU5ubi7t2rWrczkvL4/k5GTvaUGpQ+qQOhqvjj2Fite/L0MLNuHSgnC4wFLhwOEEgozYnFDucFFWUYnTYKLCCVaHoqS8EpsKdgfCnh5W0VAMmiIuVCM+FGJNisigShIiTUS5g2DsZbSJjSTcqPeSO63FdG4TS7hRo2c8KHN+i/vblTqkDqnDf/lEAhIIT5gwAZfLxcKFC+nWrVud2zmdTr799lucTie5ubl89NFHJCcnM2fOHOLi4hq6mUIIcUY5nHqvcLENiiqgyJ32UFCup0Qcc6dEHC2Ho1ZFQQUUloO1ngG0hn+KRLQJokwa4UYICwajQe9RdSqwVeppF8fKFYfMkG9tkLd+2uJC4ewYPTWicxR0jNJoHwltIzSSwyEpHOJDJadYCHF6AhIIb9q0iQceeICysjI6dOjAwIEDGTFiBKmpqRgMdc/p4XQ6ueWWWzCbzaxatYrg4CYz2psQQjQYu1NRYqvqVbY59Zxa8OQI45cjHGU69VP/Zrvip2N6OsIXhxSfHnRRZAtccGkKgn5JMCBZo1+SRp9EjV4JesqDEEI0tICNGlFSUsLmzZvZsWMHmZmZ5OTk0L9/f9LT0487l/3q1at5/PHHSU9PZ9CgQYFoqhBCtFoVNgf/fOVDtjtS+Dm4F0fKz2xAGhYMwztoXNxZ46KOGgOSISRYgl4hROMIWBdrTEwMY8eOZezYsSilWLx4MStWrODzzz/nkksuqfN5NpsNQEaOEEKIAAgyQPfgPLoH5zFtei825Rh47WfF2t8UZY5Te82e8XB5V40xXTVSO2qESuArhGgiGjwQdjqdWK1Wb6Iz6DldPXr0APSe4tLSUsLCwmr0DJeXl7N27VoMBgO9e/du6KYKIYTwEWSAMV0NjOmqXwz44QHF+/v0KZaPN8NcSrQ+PvDIThqju2ikxEjgK4Romho8ELZarYwZM4bU1FR69OhBXFwcOTk5rF69mujoaFJTU9mxYwePPvooo0aNomPHjkRERJCTk8P69evJz8/npptuqtcVgEIIIc6scKPGpO4ak7rry0etij1FcMSqsDv1lIe2ERrd4yA2VAJfIUTz0OCBcGhoKNdccw2ZmZlkZmZitVpJTEwkNTWVtLQ0kpKS6NatGyNGjGD79u18+OGHVFRUEBsby7nnnsu9997L8OHDG7qZQggh6iEpXCMpHPQxK4QQonlq0lMsCyGECCyHw8GyZcsASEtLO+7FzEII0dzVPXaZEEIIIYQQLZgEwkIIIYQQolWSGSqEEEIA4HQpvj8K2x0pWJWJoJ+hS6yLvokabSIkF1gI0fJIjrAQQrRiVoc+RvDqPYqNBxVme+3bnZsAV3TTuLangT5JEhQLIVqGJhcIf/DBB6xZs4Z9+/bhcrlo164dl156KTfeeGNjN00IIVqMrbmKV35w8ebuuoPfulyQDH/tY+DaXhpxMlSaEKIZa1KB8Ny5c/nggw8YNWoUAwcORNM0cnJyKC4u5l//+ldjN08IIZq134oUb+9RrPzZxc8Fp/96IUHwp7M0pvTUuLyrRoRJgmIhRPPSZALh9957j3nz5jF37lzGjRvX2M0RQohmzeFU7CuGXUcVXx9WfHJQ8Uthw9UXGgypHTVGddIY2kHjgjZIYCyEaPICEgjbbDaWL1/Ohg0byM/Px2g0kpyczNChQ5k1axZKKa688koiIyNZuXIlAGVlZYSHh6Np8o9UCNF6lNkVBRVQWAEF5YqCcv1xiQ1K7QprJVRUgs0JDhdUusDu1G9lDii2KY5YIa8MnI3YzWHQoGsM9IzXODsWUqI1OkVB+0iNthGQFA5REigLIRpZQALhhx56iIyMDMaNG0ffvn1xOp1kZ2ezc+dOVq5cSVZWFpMnT+aqq64iPj6eN954g5KSEiIiIrjsssu48847CQ8Pb+hmCiFaGIdTUeYAz/G0hv64evilAKX0e5eqeux7793OvexSeqDpUnpA6nDqwWmFEyx2vd5SOxTboLhCD1DLHFBeCVaHHrSWVSosdjDb9UC32Ka/VmthCoK4EIgOgQgjhAeDKUjDaIAgrWpfaZoeWAe5b8EG/WYK0m/Bmn4fEuS51zAFgdFnm5AgMBn0nusQ93JIsEaIezujoep1g931J4VDsEGCdSFasoAMn7Zp0yaGDh3K3Llza12flZUFwMaNG3E4HPztb3+jffv2fPXVV7zzzjscPHiQF154ocn0DhcWFhIREUFISAgAFosFpRRRUVEA2O12zGYzCQkJ3ufk5ubSrl27Opfz8vJITk72vkepQ+qQOs5MHbFBp15H5Km8j/bt8ITavnUopThwOJ/o+DZYKzWsDsgpKMEZHEaFMlJqg/xSG4UVUKZMFJTDUauLo2VOzJXBFNv0gLm8kmbHoCnahSs6xxjoEKmRHA5hLgspSVHEhUKMCWzmQjokJxDiDmwLC4/RJjEBg6ahaVBaUkxEeDjhoSaCDWArLyNYUyTERGI0gKvSgcVyCn9Xbar9XYU2nb9dqUPqkDpOv44TCUiP8IQJE3C5XCxcuJBu3brVWL9+/Xr+/e9/A/Cf//yHwYMHe9c9+OCDvP/++yxatIhhw4Y1dFOFEKJJU0pRUQl2dy+0Jz2iwpMaUaGnRmSb4dcixa4jiu+O6qkTgZAcDkM7aAxI1jgvUU+N6BoDxqCm0ZEhhBC+AtIjPHv2bB544AGmTJlChw4dGDhwICNGjCA1NRWDweCN/Nu0aeMXBAP86U9/4v3332f79u0SCAshWj1N0wgzQljdW9QosToUXxxSrNuneGevIq/sDLYHuLA9XHmOgbFdNc5NlIBXCNF8BCQQHjlyJBkZGWzevJkdO3aQmZnJ2rVr6d+/P+np6SQnJwP4dXV7JCYmAmA2mwPRVCGEaHHCjRpjumqM6QrPjtJHkFj2o+K93xS2U+wpPjsW0voYuK6XRpcYCX6FEM1TwKZYjomJYezYsYwdOxalFIsXL2bFihV8/vnnDB8+nJCQEI4cOVLjefn5+QDExcUFqqlCCNFiBRk0LuuqcVlXfVSK139RvPazi215J35utAkmddeY3ttAakeazHUbQghxqho8EHY6nVitVm+iM+j/PHv06AFASUkJoaGhjBo1ig8//JDPPvuMiy++2Lvt6tWrASQtQgghzrCEMI07LtC44wIDB0sUH2Upvj7kZPOeI1iVicT4WDpGGeiXBBd31rioo0ZIsAS/QoiWo8EvljObzYwZM4bU1FR69OhBXFwcOTk5rF69GqUUb731FklJSeTl5TF9+nQsFgtXXXUV7du3Z/PmzXz11VeMGzeuzhEnhBBCnDkOh4Nly5YBkJaWhtFobOQWCSFEw2nwHuHQ0FCuueYaMjMzyczMxGq1kpiYSGpqKmlpaSQlJQHQtm1bli1bRnp6OuvWrcNisdCxY0fuvPNOrr322oZuphBCCCGEaGWazBTLQgghGp/0CAshWhNDYzdACCGEEEKIxiCBsBBCCCGEaJUCNnyaEEKI5uvD/S5e+1nxbb7C6oB2EXB+G42LOmlc2kWjTYSMJiGEaH4kEBZCiFYkr0wfO3hDlmJfsSI8GAa107iqh8YlXWoGsxsOuLj/Kxfb8/3LD1vg23zFyz8oDBoM7wDTehuY0kMjwiRBsRCieZCL5YQQooVzKX02uSXfKTL2KSpdtW/XMQrGpigK92RiUaEcju7LD8fqF9TGhcLt52vcNcBAfJgExEKIpk0CYSGEaIGsDsVXhxXv71Os2avIsQS2/pgQmD3AwJ0DNKJDJCAWQjRNpxUI22w2li9fzoYNG8jPz8doNJKcnMzQoUOZNWuWd7utW7eyYsUKfvrpJ+x2O507d2by5MlMnjzZu829997Lp59+Snp6OgMHDvSWf/PNN8ycOZPLL7+chx566FSbKoQQLUKZXfFzAewvUeRbwWwHh1Nhd4HFDrllsKdI36aunt9Aig2B287XuLWfgc7REhALIZqW0wqEH3roITIyMhg3bhx9+/bF6XSSnZ3Nzp07WblyJQDvvPMOjz32GOeddx4jR44kLCyMrVu3smnTJq6//npvwGyxWJg6dSoOh4PXX3+d2NhYjh07xrXXXktkZCQrV64kPDz8zLxrIYRoolxKUWKDY+WQa4HfzYq97sB21xHFvmJojqfxNODC9nBpioFLUzQubC9BsRCi8Z3W8GmbNm1i6NChzJ07l0mTJnHVVVcxZ84cbxB87NgxnnrqKS699FKWLl3KtGnT+Mtf/sJTTz3FlClTWLVqFYcOHQIgMjKSRx55hMLCQubOnYvL5eLf//43ZrOZRx99tEkFwYWFhdhsNu+yxWLBbDZ7l+12OwUFBX7Pyc3NPe5yXl4evsckUofUIXW0zjqe/KacBd+6WPCti6e3VfLkVgcLtitW71H8Vtw8g2DQ2/11Diza4WLNHlez2R9Sh9QhdTTvOk7ktHqEJ0yYgMvlYuHChXTr1q3G+jfffJOnnnqK9PR0unfv7rfu119/5fbbb+e+++7jz3/+s7f81VdfZfHixfTr14/vvvuOu+66i6lTp55qE4UQokXILlV8d1Tx3VH48Zhif7GeGmFxgN0JDhdUVDZ2K2sXHwrTe2tM6WlgYFswaNIbLIRoGk5r+LTZs2fzwAMPMGXKFDp06MDAgQMZMWIEqampGAwGsrKyAJgxY0adr1FYWOi3PG3aNL766it27tzJkCFDuPbaa0+niUII0SJ0itboFK3xp7Pr3qbSpcgrg18LFd/mwWfZis8PqUYLkNtFwD2DDNzUVyPcKMGvEKLpOa1AeOTIkWRkZLB582Z27NhBZmYma9eupX///qSnp3u7u+fOnUtiYmKtr9GhQwe/5ZycHPbu3QtAdnY2VquViIiI02mmEEK0CsEGjY5R0DFK449d4J7BYLEr1u1TvPqTYuNBhesE5wCDNEUUVsqVCRvGU2pHUhj8fZCB28/XCJMAWAjRhJ3R4dOUUixevJgVK1bw+OOPk5eXx8KFC1m0aBHDhg074fMrKyu58cYb2bdvH7fffjtPP/00Y8aM4eGHHz5TTRRCiFYrq0Tx0vf6DHHZVWl3BGlwSReNtD4al3Zy8vaqZbiURsolN7Bwp4ENWSf3M3FuAsw430BaH+kBFkI0D6fcI+x0OrFarURFRXnLNE2jR48eAJSUlDB69GjS09NZsmQJAwYMIDQ01O81LBYLJpMJk8kEwPPPP8+PP/7IAw88wPjx48nPz+e1115j8ODB/OlPfzrVpgohhABSYjQeGRHEvOH6KBT7ihXhRrigjead/MLhcAJg0BR/7Axjzg7i82zFvC0uPj2o/C7WM2jQLwku76oxqbuBC5Il+BVCNC+n3CNsNpsZM2YMqamp9OjRg7i4OHJycli9ejVKKd566y2SkpLIyMhg3rx5JCcnM3bsWNq1a0dRURG//fYbmzZt4u2336Z9+/Zs2bKFO+64g8suu4x58+YBeg/xX//6V7Kysli5ciWdO3c+o29eCCGEP4fDwbJlywBIS0vDaKxKj8i1KHbkK8oc0C5So28SxMhkGUKIZuyUA2GHw8GSJUvIzMzk8OHDWK1WEhMTGThwIGlpaX5B665du1i5ciXfffcdZrOZ2NhYunTpwogRI/jLX/5CWVkZ11xzDWFhYaxatcovJ/jQoUNMnTqVzp07s3TpUr9/ykIIIc6s4wXCQgjR0sgUy0IIIbwkEBZCtCanNaGGEEIIIYQQzZUEwkIIIYQQolU6rXGEhRBCtEylrlA+Pgj55S4A2kfCwGSNxHC5OE4I0XJIjrAQQggADpsVS7+v5MWthRxyJdRYrwHDOsDNfQ1M6alhDJKgWAjRvDWJQNhms7F+/Xq+/PJL9u7dS2FhIYmJifTu3ZubbrqJrl27NnYThRCiRVJK8enviud2Kt7fp3Ce5C9Cl2j45xADN/TRCDZIQCyEaJ6aRCCclZXF5MmTOf/88xkyZAiJiYkcPnyYNWvWUF5ezuLFixk4cGBjN1MIIVqMHIti1c+Kl39wsafo1F+nWyz860ID1/aSgFgI0fw0iUC4uLiY/Px876x0Hvv372fq1Kl069aN1157rZFaJ4QQzZ9LKXYdgU8OKtbtc/F1DrjO4H//TlFw43kGpp6rcXasBMRCiOYhIIGwzWZj+fLlbNiwgfz8fIxGI8nJyQwdOpRZs2Yd97nXXXcd+/fv5+uvv27oZgohRLNW6VIcK4e8MjhkVuwvgV8LFT8cU+zMB4sjMO3oEQ/DO2j0S9I4OxY6RGrEhUK0CcKCISRYAmUhRNMQkFEj5s+fT0ZGBuPGjWPq1Kk4nU6ys7PZtm3bcZ/ncrk4duwY8fHxgWimEKKB5FgUnkNugwZBGgQZ9MfBBn3ZU1797LoClNJ7L703d5lCv4BL0/SxIA2a/jjIfe95LX2bqhf2HP/7vrZTgdOlv3aly/3YXZenXk+d+NSr+dSruct9217p0m92F9gqocIJ5ZVgdSjMdih130psUGpT2Jz6tg4nVLrb5HTX7/9aivJKKHOA2Q7FNv2+0U/xAb8W6gF4Xa3RgNBgiDRCTAjEhcKmq4MIN0qALIQIrIAEwps2bWLo0KHMnTu3Xs9bs2YNx44d48Ybb2yglp2awsJCIiIiCAkJAcBisaCUIioqCgC73Y7ZbCYhoeqq69zcXNq1a1fncl5eHsnJyd4fa6lD6mhJdUQFoA6XUkT41FF6nDo0Tata1iAIKKiljqjqnxX1fx8d6nwfWq3vw1apCA2PxOECq81BidlCTGwcTncQnHvkCLHxbbA5wVoJ2fkFGCPjKbFBYQVkHbVgJoJsMxwoUfxuVrhU4ANMDUWXaI1ucRptw1xEGOy0iQ4lzKgRFgz2shLaJ8bogXCIRtHRPMLbN72/XalD6pA6mncdJxKQ1IgJEybgcrlYuHAh3bp1O6nnfPfdd9x2222kpKSwbNky74cihBDi5JU7FD8XwLf5iq8OKz49qMgta5i6ksLgLz00xp2lMayDRkyI9PAKIZq2gATCmzZt4oEHHqCsrIwOHTowcOBARowYQWpqKgZDzcntfvnlF2bMmEF0dDQvvfQSbdq0aegmCiFEq7E9T/HfX12s+kVx2HL6r3d+G/j7HwxM7i5jCwshmpeAjRpRUlLC5s2b2bFjB5mZmeTk5NC/f3/S09MxGo3e7Xbv3s2MGTOIiIjgxRdfrFf3thBCiJPndCk+PKB4fpd+X98fgz6J8NAwAxO7aX452EII0Vw0yvBpSikWL17MihUrePzxx7nkkkuAqiA4PDycJUuW0KFDh0A3TQghWqV9xYol37lY8ZOLfOvxg9rz28A9gwxc1UPDIAGwEKIZa/CL5ZxOJ1ar1ZvoDPqFKp4xg0tKSgA9CL799tsJCwvjhRdekCBYCCEC6OxYjScuCuKhIS7ue+VDfqlsj7NtX3KtGkpB+0iNQe3girMN/KGdBL9CiJahwQNhq9XKmDFjSE1NpUePHsTFxZGTk8Pq1auJjo4mNTWV3Nxcbr/9dkpLS7n66qv5/vvv+f777/1e5+KLLyYsLKyhmyuEEK1akAF6BufSMziXtCv7YjQGZHAhIYRoFA3+Hy40NJRrrrmGzMxMMjMzsVqtJCYmkpqaSlpaGklJSXz77bfenuEXX3yx1tfJyMiQQFgIIYQQQpwxTWKKZSGEEE2Dw+Fg2bJlAKSlpfldzCyEEC1NzbHLhBBCCCGEaAUkEBZCCCGEEK2SpEYIIUQrV2ZXbMpWfHFIsTPfxfeHSrApI7FR4bSP1OibpDGio8aYFI34MBkxQgjRckggLIQQrZDFrlj7m+K/vyo+PqioqDzxc4INcGkXjRv6aEzsJrPICSGaPwmEhRCilaioVHx0QPHmbkXGPkX5SQS/dUkOh7+dp3FLPwOdoyUgFkI0TxIICyFEC/Z7qeKTg4r1+xUbshQWx5l9/SANxnTV+GsfjXFnaYQES1AshGg+6h0Il5WV8eqrr7J161YOHTqE1WolOTmZP/7xj9x0002EhoZ6ty0uLmbRokV88cUX2O12evfuzZ133skzzzxDbm4u69at83vtn3/+maVLl7Jz506sVivt2rVj3LhxTJ8+neBgGdRdCCHq4nAqDpTA7kLFD8dg1xFFZq7id3Pg2hATApd31bgsRSO1o8ZZsRIUCyGatnoHwllZWdxyyy2MGjWKzp07ExQUxI4dO/j0008ZPHgwzz33HAB2u50bbriBPXv2MH78eHr37s3evXv55JNPiI6OprKy0i8Q/uqrr/h//+//0alTJy6//HKio6P54YcfWL9+PRdffDHz588/s+9cCCGaAYdTUWyDgnI4Vg75VkVeGeRYFIfM8LsZskoU2WZwNrHze/Gh0DsRusdpdI3R6BgJY8/SSAqXAFkI0TTUe/i0Dh068MEHH3DPPfdwzTXXcNVVV/H444/z17/+lS1btvDjjz8CsHbtWvbs2cNtt93GAw88wOTJk7n33nu59dZbyc7O9ntNm83Gww8/TJ8+fXj99ddJS0tj0qRJPPjgg8yaNYtPP/2Ub7/99sy84zOgsLAQm83mXbZYLJjNVd0udrudgoICv+fk5uYedzkvLw/fYxKpo+nWUe5QHC6wkFNgpsyusDoUpVY7uUcKqHQpnC6FSylycpr2+zjdOpRSKKXIyc3D4XRhd+qfRVZeIbklNvLLFIfMih9zytiRbeGXAsVPxxTf5drZsq+IvUWKA8X6Nt/vz6OwXFFqc7/GoVwcTv2zVEqRm9u4n5VSilKzheISMw6nwlapKLHaOZhXQIlNUVCuOFKm2LU/n0NmxcESRVaJYuvefA4U6+/zYIli+74jZJe6yLEo8soUvx4uIrtI/6xyLPpnlXnQwpYcxfr9Ll7aZWfelxYWbHexYLuLZ7a7mP+NjWe+dfHMdsWKn/XRHrJKm14QDFBYAV8egld+UDy9rZIF210cLNXXNfXvudQhdUgdLaOOEzmtHOHKykqsVisul4t9+/Zxyy23cPfddzNlyhRmzpzJ1q1b+eyzzwgPD/c+x+FwMHr0aKKiorw9wl988QWzZ8/m3//+N6mpqX51FBcXM3nyZNLS0rj99ttPtalCCNHiFJQrfi+FrFI9LWJvkWJ3Ifx4THGsvHHapAHnJUFqR42ByRp9EjXOiYPoEOkFFkI0PaeUePv222+zZs0a9u/fj8vl8lvnidwPHz5MYmKiXxAMYDQaad++vV+Ef+DAAQAeeuihOuusfgQghBCtXUKYRkIY9E+uGWRmlyoy8xRfHlJ8+rvix2MN25ZhHWBqLwNXdNNoHylBrxCieah3ILxy5UoWLlzIkCFDmDJlComJiRiNRo4ePcqDDz5YIzA+GZ5O6VmzZtG9e/dat0lKSqr36wohRGvVKVqjU7TGJPe/1OxSxXu/KVbvcfHVYXCdgVSK+FBI66Nxc18D3eMl+BVCND/1DoTXr19P+/btefbZZzEYqlKMv/76a7/t2rdvT2ZmJlar1a9XuLKykpycHKKiorxlnTt3BiAsLIzBgwfX+00IIYQ4vk7RGndcoHHHBQYOm/WxhN/Y7WJ7fv1fa2h7uLmvgat7aoTKcGlCiGas3hfLBQUFoWmaX3JzZWUly5cv99tuxIgROJ1O3njjDb/yd999F4vF4ld24YUXEh8fz/LlyykpKalRZ0VFBWVlZfVtqhBCiFp0iNKY8wcD314fzG83BvHkRQZGddYIq6NrJEiDP7SFuUMN7P5rEJuvDWZ6H4MEwUKIZq/eF8stX76c5557jsGDB3PxxRdTVlbGhg0bCA4O5ueff+amm27illtuwW63M23aNH777bdah09zOp1kZGR4X/ebb77h7rvvJiwsjAkTJtCpUyfMZjNZWVl89tlnPPnkkwwcOPCMfwBCCCF0lS7FT0cqeXnNRiowctkfR9IlJpheCRBpkqBXCNHy1Ds14vrrr0cpxdq1a3n66adJSEhg9OjRTJgwgb/85S/e7UwmE88//zyLFi3i888/Z+PGjfTp04f09HTmzZtHRUWF3+teeOGFvPrqq7z66qt8+OGHFBUVER0dTceOHZk6dSrnnHPO6b9bIYQQdQo2aJybAOcZDwFwxdkjMRolABZCtFwBn2LZ6XRyySWX0KdPHxYvXhzIqoUQQpyAw+Fg2bJlAKSlpWE0Ghu5RUII0XDqnSNcH9V7fQHWrFmD2WyWi+KEEEIIIUSjOqVxhE/WI488gs1mo2/fvphMJn744Qc++ugjOnXqxJVXXtmQVQshhBBCCHFcDRoIDx48mLfffptXXnkFq9VKQkICEydO5NZbbyUiIqIhqxZCCHEalIItufBbiYv4MBjVWSNKLpgTQrQwAc8RFkII0XTZ7A5ufvEr1tv6cUxFe8ujTPDPIQbu/oOGQZOAWAjRMjSZQHjLli3873//Y/fu3fz222/Y7XZeeOEFGTJNCCECZFuu4raNlWw/Uneg+8fOGm9PMBAXKsGwEKL5a9CL5erjo48+IiMjA6fTSUpKSmM3RwghWo3DZsXfPnIy5HXncYNggE9/VwxZ5WRvUZPoQxFCiNPSZALhGTNm8MUXX7Bq1Souv/zyxm6OEEK0eN/kKG7c4OTsl50s/VHhOsnYdk8RDFrp5N29roZtoBBCNLAGvVjOw2azsXz5cjZs2EB+fj5Go5Hk5GSGDh3KrFmzAGjTpk0gmiKEEK2OUoocC/xapPjhKGTmKTZl62WnqtgGf17rYvzZirsHGhjeEckdFkI0OwEJhOfPn09GRgbjxo1j6tSpOJ1OsrOz2bZtWyCqF0I0IItdoQGaBkEaBBnAoOEuazmBkVIKBbgUOF3ue/fNw/Nulfc5+ufi+yko9Od7nut0VW2Pz/NcnpvPsu/zHS4or4SKSkV5pf7YbIeCCsixKI5YIbcMss2Kg6VQUXnmPxOAdfsU6/Y5iTZB9ziICdEIMlR9HiFBEGGE2BBI7aQxpWeTOREphBCBSY3YtGkTQ4cOZe7cuUyaNImrrrqKOXPmsHLlykBUf8YVFhZis9m8yxaLBbPZ7F222+0UFBT4PSc3N/e4y3l5efhetyh1SB3NpQ5LYT7hRgg3aoQEa5QWF+Gw271BcHN5Hyeqo6ysjDKLhWCD/j6DlAObuZCYEM17KyvMI9pnubwoj5gQjWj3zVqUT7QJ4sM0ksI1TLYiEk12OkZpdIzSiNXKiMFCp2iNLjEaHcIdxDoL6Ran0T1ev0Xb8jg3UaNfG40h7TV6GPO5/CwDf+5uYHofA9d2PML8VI0FFxtYMNLAQwOszB/mYvYAjT+dpdEp8szm9gZpMLazg8eGuXjm4iAWXGzgkUEVPPyHcp4ZaeCZiw3MH+7k/r7FfkFwc9jnUofUIXU0/zpOJCCjRkyYMAGXy8XChQvp1q3bCbd/7bXXWLRokYwaIYQQDeBImeJ/2Yp39igy9ilszlN7nYs6wpJLg+gR33J6/oUQrUtAeoRnz56N2WxmypQpXHHFFTz88MNs2rQJl0sutBBCiEBrE6GnKPx3QhDZtwRx32CNCGP9XuPewRr/u1qCYCFE8xaQHOGRI0eSkZHB5s2b2bFjB5mZmaxdu5b+/fuTnp6O0VjP/8BCCCHOiKRwjUdGBPF//RX/73MXq345/knCkCB46VID1/eWXF8hRPMXsP9kMTExjB07ln/+85+sXbuWadOmsXPnTj7//PNANUEIIUQd2kVqrBwXxMZJio6Gwlq36RoDn08JkiBYCNFiNHiPsNPpxGq1EhUV5S3TNI0ePXoAUFJS0tBNEEIIcZIu6gj3R7zHd5VdONpxFL8WaSSEwoRuBm7rpxFmlFQIIUTL0eCBsNVqZcyYMaSmptKjRw/i4uLIyclh9erVREdHk5qaCsDevXu9vcPff/89AOvXr2fXrl0ATJkyhcjIyIZurhBCtHoGDfobD5I2FozGgGTQCSFEo2jw/3ChoaFcc801ZGZmkpmZidVqJTExkdTUVNLS0khKSgJg9+7dvPDCC37PzcjI8D4eO3asBMJCCCGEEOKMCcjwaUIIIZoHh8PBsmXLAEhLS5OLmYUQLZpc8SCEEEIIIVolCYSFEEIIIUSrJIGwEEIIAModiovfhoPOhMZuihBCBESTDYSfffZZBg4cyIgRIxq7KUII0Sos/0mxOUfjzYohjd0UIYQIiCYZCP/666+sWrWK8PDwxm6KEEK0Gi99r097v9+ZzJf27o3cGiGEaHhNLhB2Op088sgjDB06lJ49ezZ2c4QQolX4Nk+x80jV8qqKYfzpPfj6sAwsJIRouQISCNtsNpYsWcKf//xnhg0bxsiRI7n66qtZtGhRjW3ffPNN9u/fz9///vdANE0IIQQwb4vLb1mh8fFBjRFvOrlto5NjVgmIhRAtT0CmDJo/fz4ZGRmMGzeOqVOn4nQ6yc7OZtu2bX7b5ebm8sILL3DTTTfRrl27QDRNCCFatXKH4rGtLtb+Vnug61LwwneKN3c7uX+IgRvP04gNlWmWhRAtQ0B6hDdt2sTQoUOZO3cukyZN4qqrrmLOnDmsXLnSb7vHHnuMDh06MHXq1EA065QVFhZis9m8yxaLBbPZ7F222+0UFBT4PSc3N/e4y3l5efjObSJ1SB1Sh9RxOnUUVSi+O6JY80MJm3+3kWtRZJcqvjpQxv9+s7AzX7EzX7Fkl4MVPzo5kWIb/Geni8U7FW/uKGDzIRc/HFUcKFZ8s7+Yo+bm+1lJHVKH1NFy6ziRgMwsN2HCBFwuFwsXLqRbt261bvPRRx/xr3/9i5dffpl+/foBcPPNN/PLL7/w5ZdfNnQThRCi1TpqVZy/wkmOpfb10Sa4f4iBOwdomIKkN1gI0XIEpEd49uzZmM1mpkyZwhVXXMHDDz/Mpk2bcLn0nLSSkhKeeeYZrrjiCm8QLIQQIjCSwjX+fWHtPwdX9dDY87cg/j7IIEGwEKLFCUiO8MiRI8nIyGDz5s3s2LGDzMxM1q5dS//+/UlPT+ell16ivLyciRMnkp2d7X2ezWZDKUV2djZGo5G2bdsGorlCCNHqXH+uxj1fQIn7rGT3oFz+e01b+rUNyM+EEEI0ioCkRlSnlGLx4sWsWLGCxx9/nA8//JDPP//8uM8566yz+O9//xugFgohROtz20YnL3ynCMPGw5FrmPm3azAajY3dLCGEaDANfqjvdDqxWq1ERUV5yzRNo0ePHoCeFjF9+nQuv/zyGs998cUXOXz4MHPnziUyMrKhmyqEEK3aHf0NvPR9JWNM3xNlqGjs5gghRINr8EDYarUyZswYUlNT6dGjB3FxceTk5LB69Wqio6NJTU0lKSmp1uf+97//JTc3l0suuaShmymEEK3euYkam/4CP374Y2M3RQghAqLBA+HQ0FCuueYaMjMzyczMxGq1kpiYSGpqKmlpaXUGwUIIIQJvcDv4WZPJM4QQrUOj5AgLIYRomhwOB8uWLQMgLS1NcoSFEC1aQIZPE0IIIYQQoqmRQFgIIYQQQrRKEggLIYQQQohWSQJhIYQQQgjRKkkgLIQQQgghWiUJhIUQQgghRKskgbAQQgghhGiVJBAWQgghhBCtUoPPLNfSKKUwm82N3QwhhGgQDoeD8vJyAEpLS2VCDSFEsxYVFYWmaXWul5nl6qm0tJSYmJjGboYQQgghhDiBkpISoqOj61wvgXA9SY9ww7FYLIwbN44PPviAyMjIxm6OOEWyH5s/2Yctg+zHlkH24+k5UY+wpEbUk6Zpxz2yEKfOYDAQFBREdHS0fNmbMdmPzZ/sw5ZB9mPLIPuxYcnFckIIIYQQolWSQFgIIYQQQrRKEgiLJsNkMnHTTTdhMpkauyniNMh+bP5kH7YMsh9bBtmPDUsulhNCCCGEEK2S9AgLIYQQQohWSQJhIYQQQgjRKkkgLIQQQgghWiUZR1g0Ob/88gvTp08nJCSEL7/80m+dw+EgPT2d9evXU1ZWRt++ffn73/9OSkpK4zRWAOB0Olm5ciVfffUV+/fvRynFOeecw6233kr//v39tpV92LRlZWXxxBNP8P333xMREcHYsWOZMWOGTLXcRH3yySesX7+e3bt3U1paSufOnbn66quZMGGC3yQC7733HitWrCAvL48uXbowY8YMRowY0YgtF3WxWq1MnjyZI0eOsGLFCs4991zvOtmPZ570CIsmRSnFE088QVxcXK3rn3zySd59911mzJjBk08+icPhYMaMGVgslgC3VPiy2WwsX76cnj17MnfuXObNm0d0dDS33nor27Zt89tW9mHTVVpayq233kplZSVPPvkkM2bM4N133+WZZ55p7KaJOqxatYrQ0FDuvPNOFixYwNChQ3nkkUd46aWXvNts2LCBRx55hNGjR/Pss89y3nnncffdd/PDDz80YstFXV5++WWcTmeNctmPDUQJ0YS89957auLEieq5555Tw4cP91uXl5enBg0apNasWeMtKy4uVsOHD1fLly8PdFOFj8rKSlVSUlKjbNKkSerOO+/0lsk+bNqWLl2qhg8froqLi71la9asUYMGDVJHjhxpxJaJuhQVFdUomzdvnkpNTVVOp1MppdSVV16p7rvvPr9t0tLS1B133BGIJop6OHDggBo+fLhavXq1GjBggPrpp5+862Q/NgzpERZNhtls5rnnnmP27NkEB9fM2tmyZQsul4tLLrnEWxYTE8OQIUPYvHlzIJsqqvFM/1m97JxzzuHo0aPeMtmHTdvXX3/NoEGDiImJ8ZaNHj0al8vFli1bGrFloi6xsbE1ynr06EFZWRnl5eUcOnSI33//ndGjR/ttc+mll7Jt2zbsdnuAWipOxhNPPMGkSZPo0qWLX7nsx4YjgbBoMtLT0+nVq1ed+U5ZWVnEx8fXCLhSUlI4ePBgIJoo6qGyspIffviBrl27estkHzZtWVlZNXK1o6KiSExMJCsrq1HaJOpv165dtGnThoiICO9+q75fU1JScDgc5OTkBL6BolaffPIJ+/bt48Ybb6yxTvZjw5GL5UST8Ouvv5KRkcGqVavq3MZsNhMZGVmjPDo6mpKSkoZsnjgFK1as4OjRo1x77bXeMtmHTVtpaSlRUVE1yqOioigtLW2EFon62rVrFx9//DF33nknoH/ngBrfO8/BqHzvmoaKigoWLFjAjBkzav0fKfux4UggLBqExWLh2LFjJ9yuQ4cOBAcHM3/+fCZPniwjBzQh9dmH1UcU2LJlC0uWLOHGG2+kV69eDdVEIYSP/Px87r33XgYOHMiUKVMauzmiHl555RUSEhKYMGFCYzel1ZFAWDSITz75hHnz5p1wu9WrV/Prr7+SlZXFI4884j3q9eQ7mc1mTCYTISEhREVF1TqyQGlpqV9Oozgz6rMPfQ9gdu/ezT333MOYMWO46aab/LaVfdi0RUdH17p/zGZzjXQW0bSYzWZmzpxJTEwMTzzxBAaDnvno6eG3WCwkJiZ6t/f08Mv3rvHl5uaycuVKnnzySe/3r7y8HNCHUrNarbIfG5AEwqJBTJw4kYkTJ57Uths2bKC0tJTx48fXWHfxxRczffp07rjjDlJSUigsLKS0tNTvRzkrK6vGhQXi9NVnH3pkZ2czc+ZM+vbty7/+9a8a62UfNm0pKSk1coE9ZwbkbE3TVVFRwZ133onFYmHZsmV+p889+616/ndWVhZGo5EOHToEuLWiusOHD+NwOLzpLL5uvfVW+vTp4+2UkP145kkgLBrd+PHjGTBggF/Z+++/z8aNG1m0aBFt27YFYMiQIRgMBv73v/95A7TS0lK2bt3K3/72t0A3W1Rz7Ngx/u///o+2bdsyf/78Wkf+kH3YtA0dOpRly5ZhNpu9PVCffPIJBoOBIUOGNHLrRG0qKyu59957ycrK4qWXXqJNmzZ+6zt27Ejnzp359NNPGTlypLd848aN/OEPf5CJUpqAHj168MILL/iV7dmzh2eeeYZ7772X3r17y35sQBIIi0bXvn172rdv71e2fft2DAYDAwcO9JYlJydzxRVXsGjRIgwGA23atGHp0qVERkYyadKkQDdb+KioqGDmzJkUFxczZ84c9u3b511nNBrp2bMnIPuwqZs0aRJvvfUWc+bM4a9//StHjhxh0aJF/PnPfyYpKamxmydqMX/+fL788kvuvPNOysrK/CZX6NGjByaTiZtvvpl//etfdOzYkQEDBrBx40Z+/PFHv0k3ROOJiory+63z1atXL+//T9mPDUMCYdGs3H333YSHh/Pcc89RVlZGv379SE9Pr/UqWxE4hYWF7NmzB4DZs2f7rWvXrh3r1q3zLss+bLqio6N5/vnnefLJJ5kzZw4RERFMnDiRGTNmNHbTRB084zsvXLiwxrqMjAzat2/PmDFjqKio4NVXX2X58uV06dKFp556ir59+wa4teJ0yH5sGJpSSjV2I4QQQgghhAg0mVBDCCGEEEK0ShIICyGEEEKIVkkCYSGEEEII0SpJICyEEEIIIVolCYSFEEIIIUSrJIGwEEIIIYRolSQQFkIIIYQQrZIEwkIIIYQQolWSQFgI0eTccMMNaJrW2M0A4McffyQ4OJiNGzd6yzZt2oSmaSxfvrzxGiaahOXLl6NpGps2bTql58vfUu127dqFwWDg888/b+ymiBZOAmEhAmT//v3cfPPN9OzZk/DwcOLi4ujVqxfTp0/ns88+89s2JSWFPn361PlankDx2LFjta7/5Zdf0DQNTdP48ssv63wdzzaeW2hoKOeccw6zZ8+msLDw1N5oCzN79myGDRvG6NGjG7spAZGVlcWDDz7Irl27GrspIkCKi4t58MEHTzmYP1XH+1s7//zzmThxInPmzEEmwBUNKbixGyBEa/Dtt99y0UUXYTQamTZtGr1796a8vJy9e/fy8ccfExUVxcUXX3zG6nvllVeIiooiLCyMpUuXMmLEiDq3Pf/885kzZw4AhYWFrF+/ngULFrBx40a2b9+OyWQ6Y+1qbr755hs2btzIe++951eemppKeXk5RqOxcRrWgLKyspg7dy4pKSmcf/75jd0cEQDFxcXMnTsXgJEjRwas3hP9rd15551cdNFFrF+/nnHjxgWsXaJ1kUBYiACYO3cuVquVXbt20a9fvxrr8/LyzlhdDoeD1157jb/85S/ExMTw4osv8uyzzxIVFVXr9h06dOC6667zLs+cOZPx48fz/vvvs3btWv7yl7+csbY1N+np6SQmJjJ27Fi/coPBQGhoaCO1SojWYcSIEaSkpPDCCy9IICwajKRGCBEAe/fuJSEhodYgGKBt27ZnrK5169Zx5MgRpk+fzg033EBZWRlvvfVWvV7jsssuA+C3336rc5vnn38eTdPIyMiosc7lctGxY0e/Xp6PP/6Yq6++mrPOOouwsDBiY2O59NJLTzoHcOTIkaSkpNQoz8rKQtM0HnzwQb9ypRTPP/88AwYMIDw8nMjISC6++OIaaSh1qays5L333uOSSy6p0fNbW16nb1l6ejo9evQgNDSU8847j/fffx+AH374gTFjxhAdHU1CQgIzZ87E4XDU+j7379/PFVdcQUxMDNHR0Vx55ZXs37/fb1uXy8UjjzxCamoqbdu2xWQy0blzZ2677TYKCgpqfV9r1qxh5MiRxMbGEh4eTo8ePZg5cyZ2u53ly5d7z0ykpaV5U2ZOppcwKyuL66+/nuTkZEJCQjj77LO57777sFqtfts9+OCDaJrGr7/+yn333UfHjh0JCQmhX79+rF+//oT1QFVe7qeffspDDz1Ely5dCAsLY/DgwWzZsgWAzz//nOHDhxMREUG7du14+OGHa32t9957j2HDhhEREUFkZCTDhg1j7dq1tW770ksv0bNnT0JCQujWrRsLFy6s87R9SUkJ99xzD926dSMkJISkpCSuueaaGvuwvk72cz5enr2madxwww2A/nfbtWtXQD9g9+xzz3fN9/v1xhtv0LdvX0JDQ+ncuTMPPvgglZWVfq99st/Tk/lb0zSNyy67jI8++giLxVLPT0qIkyM9wkIEwNlnn82vv/7KO++8w5///OeTeo7T6awzB9hms9X5vFdeeYWuXbsyYsQINE2jf//+LF26lBtvvPGk27t3714AEhMT69xmypQp3HXXXaxYsYIJEyb4rfv00085fPiwN+UC9B++wsJCpk2bRseOHTl8+DAvv/wyf/zjH/nss8+Om75xKq6//nreeOMNJk+eTFpaGjabjVWrVjF69GjeeeedGm2ubvv27VgsFgYNGlSvev/zn/9QVFTEjTfeSGhoKM8++yxXXnklb7/9NjfddBPXXHMNEydO5OOPP2bx4sW0adOGf/7zn36vUVZWxsiRIxk8eDCPPfYYe/fuJT09nS1btrBz507vgZPdbufJJ59k0qRJXHHFFURERLBt2zZeeeUVvvrqqxqpLffffz+PPvoo5557LnfddRft2rVj3759rFmzhoceeojU1FTuu+8+Hn30UW6++WbvPklOTj7uez548CCDBg2ipKSEGTNmcM4557Bp0yYee+wxNm/ezKeffkpwsP/PzfTp0zEajdx9993Y7XYWLlzIxIkT2bNnT62BVG3+8Y9/4HQ6mTVrFna7naeffppLL72UFStW8Le//Y2bb76ZqVOn8t///pd///vfdO3a1e/sR3p6Orfffjs9e/bk3//+N6D/nU6cOJElS5Zw8803e7dduHAhd911F/369ePRRx/FarXy1FNP0aZNmxrtKikpYejQofz+++/89a9/pXfv3uTm5pKens7gwYP59ttv6dKly0m9x9P9nE+kV69eLFiwgLvuuosrr7zS+/8pMjLSb7uMjAz279/P7bffTtu2bcnIyGDu3LkcPHiQZcuW1fu9nOzf2oUXXsiSJUv46quvGDNmTL3rEeKElBCiwX399dfKaDQqQJ1zzjkqLS1Npaenq59//rnW7bt06aKAE96OHj3q97zDhw+roKAg9cADD3jLFi5cqIBa6wLUpZdeqo4ePaqOHj2q9uzZo5555hllNBpVTEyMys/PP+77mjx5sgoJCVGFhYV+5dddd50KDg72e77FYqnx/Ly8PJWQkKAuv/xyv/Lp06er6v+eLrroItWlS5car3HgwAEF+L3nd955RwFqyZIlfts6HA41YMAAlZKSolwu13Hf29KlSxWg1q5dW2PdZ599pgC1bNmyGmXt27dXxcXF3vLvvvtOAUrTNLVmzRq/17ngggtU27Zta7xPQM2aNcuv3POebrnlFm+Zy+VSVqu1RvtefvllBai33nrLW7Z161YFqIsvvliVl5f7be9yubyfR23v7USuvfZaBagPPvjAr/zuu+9WgHr55Ze9ZQ888IAC1Lhx4/z2QWZmpgLUP/7xjxPWt2zZMgWo/v37K5vN5i1fu3atAlRwcLDatm2bt9xms6m2bduqIUOGeMsKCwtVRESEOvvss1VJSYm3vKSkRJ111lkqMjJSFRUVKaWUKioqUuHh4apXr16qrKzMu212draKiIhQgPrss8+85TNnzlShoaFq165dfu3OyspSUVFRavr06d6y+nze9fmca/sOeQB+bajtO1R9ncFgUNu3b/eWu1wuNXHiRAWob775xlten+/pybz3L7/8UgHqqaeeqnMbIU6HpEYIEQAXXngh27dvZ/r06ZSUlLBs2TJmzJjBueeeS2pqaq2nS1NSUti4cWOtt0svvbTWepYvX47L5WLatGnesqlTp2I0Glm6dGmtz/n4449JSkoiKSmJ7t27M3v2bM4991w+/vjjWnu7fE2fPh2bzeaXemGxWHj33XcZM2aM3/MjIiL8tikoKCAoKIjBgwezdevW49ZTXytXriQqKoqJEydy7Ngx7624uJjx48eTlZXl7fWuy9GjRwGIj4+vV9033HADMTEx3uW+ffsSHR1N+/bta5wNGD58OHl5ebWe9v3HP/7ht3zllVfSo0cPvwv3NE0jLCwM0M8gFBcXc+zYMUaNGgXg97muWrUKgMcee6xGfrPntPSpcLlcZGRk0L9//xq51Pfeey8Gg4F33323xvNmzZrlV+cf/vAHIiMjT7hffN12221+Pd6eXsXBgwczcOBAb7nJZGLQoEF+r71x40bKysqYOXMm0dHR3vLo6GhmzpyJxWLhk08+AfTviNVq5fbbbyc8PNy7bceOHZk6dapfm5RSrFq1itTUVDp06OD39xcREcGQIUP4+OOPT/o9epzq53ymjB49mgsuuMC7rGkaf//73wEatN6EhAQAjhw50mB1iNZNUiOECJDzzjvPm1N68OBBPv/8c15++WW+/PJLrrjiihqnsSMiIrjkkktqfa2VK1fWKFNKsXTpUvr27YvL5fLL7x02bBivvfYajz32WI1Tp4MHD2bevHkAhISE0KVLFzp37nxS78kT7K5YsYJbb70V0HNQy8rK/IJxgH379nH//fezYcMGiouL/dad6TGDf/nlF8xm83FP6efn59O9e/c613vapOo5dNNZZ51VoywuLo5OnTrVWg5QUFDgdyo6Nja21rzxXr168d5771FWVuY9sPjvf//L008/zc6dO2vkGxcVFXkf7927F03T6sxTP1VHjx7FYrHQu3fvGuvi4+Np165drQd6tX1OCQkJdeY216b6a3g+T0/Oa/V1vq994MABgFrb7SnztNtz37NnzxrbnnvuuX7LR48epaCgwHuAWRuDof59UKf6OZ8pvXr1qlHmee8NWa/n+9dUxhUXLY8EwkI0gi5dujBt2jSuv/56RowYwebNm8nMzGT48OGn/Jqff/45+/btA+Ccc86pdZv333+fiRMn+pUlJibWGXCfSHBwMNdeey0LFy7kt99+o1u3bqxYsYK4uDi/HFyLxUJqaiplZWXceeednHfeeURFRWEwGHjsscf43//+d8K66vohrH6xDug/nklJSbz++ut1vt7xxmkGvEFMfcdTDgoKqlc51D/Y9njnnXe4+uqrGTRoEIsWLaJTp06EhobidDoZM2YMLpfLb/vT6fk90+r6POrzWZzKZ93QPO2/5JJLuOeeexqtHfX5vjTlej3fv7oOKoQ4XRIIC9GINE1j8ODBbN68mcOHD5/Way1dupSQkBBWrFhRa4/TLbfcwiuvvFIjED5d06dPZ+HChaxYsYKbbrqJTZs2cfPNNxMSEuLd5tNPPyUnJ4elS5eSlpbm9/zqF4rVJT4+nu3bt9cor6036pxzzmHPnj0MGTKkxkU/J8sTKNfnVP2ZUlxcTF5eXo1e4V9++YU2bdp4e4Nfe+01QkND+eyzz/xO2e/evbvGa3bv3p0PP/yQ77777rgXANY3UE5KSiIqKoqffvqpxrqioiJyc3Ob5HjEnt7kn376iT/+8Y9+637++We/bTz3u3fvrnNbj6SkJGJjYyktLT3lA8za1Pdz9qT0FBYW+qX31PZ9OZl9/ssvv9Qoq/45eeo92e/pydTrObN1ogNXIU6V5AgLEQAbN26stUekvLzcmy9Y/RRrfZSUlLB69WouvfRSrrrqKiZPnlzjNmHCBD788ENyc3NPuZ7anH/++fTt25eVK1fy2muv4XK5mD59ut82nh666r19H3/88UnnB3fv3h2z2UxmZqa3zOVysWDBghrbTps2DZfLxb333lvra+Xn55+wvv79+xMdHe0djivQHn/8cb/ld999l19//dXvQCYoKAhN0/x6fpVS3lQXX9deey0A9913H3a7vcZ6z77xHDicbE+4wWBg/Pjx7Ny5k48++qjGe3C5XFx55ZUn9VqBNHr0aCIiIli8eDFms9lbbjabWbx4MZGRkd7ZBEePHk1YWBj/+c9//IYpO3ToUI2zDgaDgalTp5KZmcnq1atrrftU8l3r+zl70n48ec4eTz/9dI3XPpl9vnHjRnbs2OFdVkrxxBNPAPj9Tdbne3oy9W7ZsoXg4GCGDRtW5zZCnA7pERYiAO666y4KCgqYMGEC5513HuHh4WRnZ/P666+zZ88epk2bxnnnnXfKr//GG29QXl7OpEmT6txm0qRJLF++nFdffbXGhVina/r06cyZM4f58+fTvXt3hgwZ4rd++PDhtG3bljlz5pCVlUXHjh3ZtWsXr732Gueddx4//PDDCeu4+eabefrpp7nyyiuZNWsWJpOJ1atX13qA4Rky7bnnnmPHjh386U9/IjExkUOHDvHNN9/w22+/nTCvMSgoiD//+c+899572Gw2vx7uhpaYmMg777xDTk4OI0eO9A6flpyc7Dde8uTJk1mzZg2jRo1i2rRpOBwO3nvvvRpjygIMGjSIe+65h/nz53PBBRdw9dVX07ZtWw4cOMDq1avJzMwkNjaWc889l6ioKNLT0wkPDyc2NpY2bdp4L8CrzaOPPsrGjRuZOHEiM2bMoFu3bnzxxRe89dZbpKam1jgwagpiY2N54oknuP322xk8eLB3XN3ly5fz22+/sWTJEu9Fj3FxcTz88MPcfffdDB06lGnTpmG1WnnhhRc455xz2Llzp99rP/LII2zevJmrrrqKq666iiFDhmAymTh48CDr169nwIABfmNQn6z6fM7XXHMN9913HzfffDO7d+8mPj6ejz76qNYhGRMSEujWrRtvvvkmZ599NsnJyURERDB+/HjvNv369WPUqFHcfvvttGvXjrVr1/LJJ59w/fXXc+GFF3q3q8/39ER/a0opPvroI8aMGXPKZ3aEOKFGGatCiFZmw4YNasaMGapv374qISFBBQUFqfj4eDVy5Ej1yiuvKKfT6bd9ly5dVO/evet8Pc/QSJ7h0wYOHKiCg4NrDGPmq6KiQkVFRanu3bt7y3APY3W68vLyVHBwsALUvHnzat3mu+++U5dddpmKjY1VkZGR6qKLLlJffPFFrcM81TX00wcffKD69eunTCaTateunfr73/+udu/eXefQTytWrFDDhw9XUVFRKiQkRHXp0kVdeeWV6s033zyp9+UZcmz16tV+5ccbPq22oaC6dOmiLrroohrlnqHEDhw44C3zDD+1b98+NWHCBBUVFaUiIyPVhAkT1N69e2u8xosvvqh69eqlQkJCVNu2bdVNN92kCgoKagyR5fH666+roUOHqsjISBUeHq569OihZs2a5TcM2QcffKD69++vQkJCFFBr26vbv3+/uu6661RSUpIyGo2qa9eu6t577/Ubbqyu93yiz6k6z/BpvkOWedT1vuv6m3rnnXfUhRdeqMLDw1V4eLi68MIL1bvvvltrvS+88ILq3r27MplM6uyzz1YLFizwDrNXvS1lZWXqoYceUn369FGhoaEqMjJS9ezZU914441qy5Yt3u3qO1zdyX7OSim1ZcsWNXToUBUSEqISEhLUTTfdpIqKimr9jLZu3aqGDh2qwsPDFeAdAs132LPXX39dnXfeecpkMqmOHTuqf/3rX8put9eotz7f0+P9rW3atEkB6v333z+pz0aIU6EpdYpXaQghRCswZswYysrK+PLLLwNS38iRI8nKyiIrKysg9QlxPFlZWXTt2pUHHnigxuyNDe3KK68kOzubbdu2NZmLPEXLIznCQghxHE8//TTffPPNKY39KoQ4NTt37mTt2rU8/fTTEgSLBiU5wkIIcRy9e/du8CGnhBD++vfvX2P4PyEagvQICyGEEEKIVklyhIUQQgghRKskPcJCCCGEEKJVkkBYCCGEEEK0ShIICyGEEEKIVkkCYSGEEEII0SpJICyEEEIIIVolCYSFEEIIIUSrJIGwEEIIIYRolSQQFkIIIYQQrdL/B63U2vKpPv/fAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# each plot is 0.1 inches\n",
    "shap.plots.violin(shap_values, feature_names=feat_names, plot_size=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 100x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scale: 1x3 inches\n",
    "shap.plots.violin(shap_values, feature_names=feat_names, plot_size=(1, 3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged! "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
